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Predictive Modelling and Multi-Objective Optimization of Surface Integrity Parameters in Sustainable Machining Processes of Magnesium Alloy

机译:镁合金可持续加工过程中表面完整性参数的预测建模与多目标优化

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摘要

Magnesium alloys are widely used in numerous engineering applications owing to their superior structural characteristics. However, the machining of magnesium alloy is challenging because of its poor machinability characteristics. Therefore, this paper investigates the machining of magnesium alloys under different sustainable cooling conditions. The machining was performed by varying cutting velocity, feed rate, and depth of cut under dry and cryogenic cooling conditions. The primary focus of the paper is to develop a predictive model for surface roughness under different machining environments. The models developed were found to be in excellent agreement with experimental results, with only 0.3 to 1.6% error. Multi-objective optimization were also performed so that the best surface finish together with high material removal rate could be achieved. Furthermore, the various parameters of surface integrity (i.e., surface roughness, micro-hardness, micro-structures, crystallite size, and lattice strain) were also investigated.
机译:由于其卓越的结构特征,镁合金广泛应用于许多工程应用。然而,镁合金的加工是挑战,因为其可加工性差特性差。因此,本文研究了不同可持续冷却条件下镁合金的加工。通过在干燥和低温冷却条件下改变切割速度,进料速率和切割深度来进行加工。本文的主要焦点是在不同加工环境下开发用于表面粗糙度的预测模型。发现的模型与实验结果相一致,误差只有0.3%至1.6%。还进行了多目标优化,使得可以实现最佳表面处理以及高材料去除率。此外,还研究了表面完整性的各种参数(即,表面粗糙度,微硬度,微结构,微晶尺寸和晶格菌株)。

著录项

  • 期刊名称 Materials
  • 作者单位
  • 年(卷),期 2021(14),13
  • 年度 2021
  • 页码 3547
  • 总页数 21
  • 原文格式 PDF
  • 正文语种
  • 中图分类 外科学;
  • 关键词

    机译:低温转动;预测建模;多目标优化;镁合金;表面完整性;生产力;

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